Villanueva was the son of José Villanueva, a bronze medalist in the bantamweight division (54 kilograms) of the boxing competitions at the 1932 Olympic Games in Los Angeles, USA. The two Villanuevas hold the distinction of being the only father and son Olympic medalists in Philippine sports history.